Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	57
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.0 KiB
Average record size in memory	162.2 B

Variable types

NUM	17
CAT	2
BOOL	1

Warnings

`T(C)` has constant value "57"	Constant
`nPortlandite` has constant value "57"	Constant
`Vol(aq)` is highly correlated with `b(H2O)` and 2 other fields	High correlation
`b(H2O)` is highly correlated with `Vol(aq)` and 2 other fields	High correlation
`nCa(aq)` is highly correlated with `b(H2O)` and 2 other fields	High correlation
`nCa(s)` is highly correlated with `b(CaO)` and 5 other fields	High correlation
`b(CaO)` is highly correlated with `nCa(s)` and 5 other fields	High correlation
`nSi(aq)` is highly correlated with `b(H2O)` and 2 other fields	High correlation
`nSi(s_reac)` is highly correlated with `b(SiO2)`	High correlation
`b(SiO2)` is highly correlated with `nSi(s_reac)`	High correlation
`mCSHQ` is highly correlated with `b(CaO)` and 5 other fields	High correlation
`nCa(CSHQ)` is highly correlated with `b(CaO)` and 5 other fields	High correlation
`nSi(CSHQ)` is highly correlated with `b(CaO)` and 5 other fields	High correlation
`nH2O(CSHQ)` is highly correlated with `b(CaO)` and 5 other fields	High correlation
`nGelPW(CSH)` is highly correlated with `b(CaO)` and 5 other fields	High correlation
`ratio` is highly correlated with `nAmor-Sl`	High correlation
`nAmor-Sl` is highly correlated with `ratio`	High correlation
`df_index` has unique values	Unique
`b(CaO)` has unique values	Unique
`b(SiO2)` has unique values	Unique
`b(H2O)` has unique values	Unique
`Vol(aq)` has unique values	Unique
`nCa(aq)` has unique values	Unique
`nCa(s)` has unique values	Unique
`nSi(aq)` has unique values	Unique
`nSi(s_reac)` has unique values	Unique
`nAmor-Sl` has unique values	Unique
`mCSHQ` has unique values	Unique
`nCa(CSHQ)` has unique values	Unique
`nSi(CSHQ)` has unique values	Unique
`nH2O(CSHQ)` has unique values	Unique
`nGelPW(CSH)` has unique values	Unique
`ratio` has unique values	Unique

Reproduction

Analysis started	2022-10-27 18:07:57.676450
Analysis finished	2022-10-27 18:09:07.210703
Duration	1 minute and 9.53 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	254.0526316
Minimum	31
Maximum	496
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	31
5-th percentile	50.4
Q1	163
median	252
Q3	351
95-th percentile	477.4
Maximum	496
Range	465
Interquartile range (IQR)	188

Descriptive statistics

Standard deviation	133.3488204
Coefficient of variation (CV)	0.5248865936
Kurtosis	-0.8920915935
Mean	254.0526316
Median Absolute Deviation (MAD)	95
Skewness	0.09084583352
Sum	14481
Variance	17781.90789
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31	1	1.8%
258	1	1.8%
265	1	1.8%
269	1	1.8%
282	1	1.8%
286	1	1.8%
291	1	1.8%
296	1	1.8%
299	1	1.8%
312	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
31	1	1.8%
37	1	1.8%
40	1	1.8%
53	1	1.8%
54	1	1.8%

Value	Count	Frequency (%)
496	1	1.8%
495	1	1.8%
483	1	1.8%
476	1	1.8%
462	1	1.8%

T(C)
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	456.0 B

25	57

Frequencies
Length

Value	Count	Frequency (%)
25	57	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

b(CaO)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2244544228
Minimum	0.1028776
Maximum	0.4556456
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.1028776
5-th percentile	0.11027026
Q1	0.1489311
median	0.2044253
Q3	0.2697987
95-th percentile	0.39141694
Maximum	0.4556456
Range	0.352768
Interquartile range (IQR)	0.1208676

Descriptive statistics

Standard deviation	0.09162165182
Coefficient of variation (CV)	0.4081971327
Kurtosis	-0.220475723
Mean	0.2244544228
Median Absolute Deviation (MAD)	0.060285
Skewness	0.7238861373
Sum	12.7939021
Variance	0.008394527083
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1527244	1	1.8%
0.1397548	1	1.8%
0.1238602	1	1.8%
0.3548036	1	1.8%
0.4556456	1	1.8%
0.3875902	1	1.8%
0.2550046	1	1.8%
0.2366633	1	1.8%
0.2519425	1	1.8%
0.171522	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1028776	1	1.8%
0.1053224	1	1.8%
0.1078357	1	1.8%
0.1108789	1	1.8%
0.1149703	1	1.8%

Value	Count	Frequency (%)
0.4556456	1	1.8%
0.4452917	1	1.8%
0.4067239	1	1.8%
0.3875902	1	1.8%
0.3671282	1	1.8%

b(SiO2)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5431829386
Minimum	0.2279184
Maximum	0.697487
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.2279184
5-th percentile	0.31814978
Q1	0.4592235
median	0.549746
Q3	0.6555587
95-th percentile	0.68958462
Maximum	0.697487
Range	0.4695686
Interquartile range (IQR)	0.1963352

Descriptive statistics

Standard deviation	0.1189859238
Coefficient of variation (CV)	0.2190531317
Kurtosis	-0.3343408567
Mean	0.5431829386
Median Absolute Deviation (MAD)	0.0926767
Skewness	-0.6551795265
Sum	30.9614275
Variance	0.01415765005
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6933485	1	1.8%
0.3191873	1	1.8%
0.3691984	1	1.8%
0.6263085	1	1.8%
0.6862102	1	1.8%
0.5912911	1	1.8%
0.6617195	1	1.8%
0.511222	1	1.8%
0.6555587	1	1.8%
0.5513934	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2279184	1	1.8%
0.2954951	1	1.8%
0.3139997	1	1.8%
0.3191873	1	1.8%
0.3438766	1	1.8%

Value	Count	Frequency (%)
0.697487	1	1.8%
0.6933485	1	1.8%
0.6913919	1	1.8%
0.6891328	1	1.8%
0.6862102	1	1.8%

b(H2O)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.424318877
Minimum	2.803312
Maximum	8.323656
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	2.803312
5-th percentile	3.075391
Q1	3.764618
median	5.455818
Q3	6.698264
95-th percentile	8.1333922
Maximum	8.323656
Range	5.520344
Interquartile range (IQR)	2.933646

Descriptive statistics

Standard deviation	1.715880169
Coefficient of variation (CV)	0.3163309916
Kurtosis	-1.303273157
Mean	5.424318877
Median Absolute Deviation (MAD)	1.561547
Skewness	0.07857094717
Sum	309.186176
Variance	2.944244754
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.041543	1	1.8%
3.300797	1	1.8%
4.656035	1	1.8%
6.063414	1	1.8%
6.580764	1	1.8%
6.760411	1	1.8%
3.62897	1	1.8%
8.218362	1	1.8%
3.089722	1	1.8%
4.373079	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.803312	1	1.8%
2.872883	1	1.8%
3.018067	1	1.8%
3.089722	1	1.8%
3.22927	1	1.8%

Value	Count	Frequency (%)
8.323656	1	1.8%
8.218362	1	1.8%
8.159357	1	1.8%
8.126901	1	1.8%
8.090421	1	1.8%

Vol(aq)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.08889919158
Minimum	0.03801907
Maximum	0.1457335
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.03801907
5-th percentile	0.045087364
Q1	0.05857635
median	0.09074376
Q3	0.1104424
95-th percentile	0.13744296
Maximum	0.1457335
Range	0.10771443
Interquartile range (IQR)	0.05186605

Descriptive statistics

Standard deviation	0.03094395801
Coefficient of variation (CV)	0.3480791834
Kurtosis	-1.197331061
Mean	0.08889919158
Median Absolute Deviation (MAD)	0.02819574
Skewness	0.0573922181
Sum	5.06725392
Variance	0.0009575285371
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.08489534	1	1.8%
0.05396807	1	1.8%
0.07910154	1	1.8%
0.0951543	1	1.8%
0.1004077	1	1.8%
0.1064172	1	1.8%
0.05521817	1	1.8%
0.1388896	1	1.8%
0.04559873	1	1.8%
0.07205344	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.03801907	1	1.8%
0.04418483	1	1.8%
0.04467282	1	1.8%
0.045191	1	1.8%
0.04559873	1	1.8%

Value	Count	Frequency (%)
0.1457335	1	1.8%
0.1415803	1	1.8%
0.1388896	1	1.8%
0.1370813	1	1.8%
0.1336069	1	1.8%

pH
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.793655404
Minimum	9.793652
Maximum	9.793659
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	9.793652
5-th percentile	9.793653
Q1	9.793655
median	9.793655
Q3	9.793657
95-th percentile	9.793658
Maximum	9.793659
Range	7e-06
Interquartile range (IQR)	2e-06

Descriptive statistics

Standard deviation	1.556778371e-06
Coefficient of variation (CV)	1.589578464e-07
Kurtosis	0
Mean	9.793655404
Median Absolute Deviation (MAD)	9.999999993e-07
Skewness	0
Sum	558.238358
Variance	2.423558897e-12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
9.793655	27	47.4%
9.793657	9	15.8%
9.793653	6	10.5%
9.793654	4	7.0%
9.793656	4	7.0%
9.793658	4	7.0%
9.793659	2	3.5%
9.793652	1	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9.793652	1	1.8%
9.793653	6	10.5%
9.793654	4	7.0%
9.793655	27	47.4%
9.793656	4	7.0%

Value	Count	Frequency (%)
9.793659	2	3.5%
9.793658	4	7.0%
9.793657	9	15.8%
9.793656	4	7.0%
9.793655	27	47.4%

nCa(aq)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.329357351e-05
Minimum	3.989865e-05
Maximum	0.0001529326
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	3.989865e-05
5-th percentile	4.731039e-05
Q1	6.147421e-05
median	9.522724e-05
Q3	0.0001159328
95-th percentile	0.00014425188
Maximum	0.0001529326
Range	0.00011303395
Interquartile range (IQR)	5.445859e-05

Descriptive statistics

Standard deviation	3.247371341e-05
Coefficient of variation (CV)	0.3480809255
Kurtosis	-1.197511464
Mean	9.329357351e-05
Median Absolute Deviation (MAD)	2.958776e-05
Skewness	0.05728131857
Sum	0.00531773369
Variance	1.054542063e-09
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.90889e-05	1	1.8%
5.663391e-05	1	1.8%
8.298926e-05	1	1.8%
9.985627e-05	1	1.8%
0.0001053701	1	1.8%
0.000111674	1	1.8%
5.793449e-05	1	1.8%
0.000145737	1	1.8%
4.785045e-05	1	1.8%
7.561329e-05	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.989865e-05	1	1.8%
4.636751e-05	1	1.8%
4.687967e-05	1	1.8%
4.741807e-05	1	1.8%
4.785045e-05	1	1.8%

Value	Count	Frequency (%)
0.0001529326	1	1.8%
0.0001485742	1	1.8%
0.000145737	1	1.8%
0.0001438806	1	1.8%
0.0001402031	1	1.8%

nCa(s)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2243611333
Minimum	0.1028196
Maximum	0.4555402
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.1028196
5-th percentile	0.11016906
Q1	0.1488636
median	0.2043117
Q3	0.2697194
95-th percentile	0.3913196
Maximum	0.4555402
Range	0.3527206
Interquartile range (IQR)	0.1208558

Descriptive statistics

Standard deviation	0.0916230754
Coefficient of variation (CV)	0.4083732063
Kurtosis	-0.2205601647
Mean	0.2243611333
Median Absolute Deviation (MAD)	0.06032
Skewness	0.72381777
Sum	12.7885846
Variance	0.008394787945
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1526353	1	1.8%
0.1396982	1	1.8%
0.1237772	1	1.8%
0.3547037	1	1.8%
0.4555402	1	1.8%
0.3874785	1	1.8%
0.2549467	1	1.8%
0.2365176	1	1.8%
0.2518946	1	1.8%
0.1714464	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1028196	1	1.8%
0.1051937	1	1.8%
0.1077533	1	1.8%
0.110773	1	1.8%
0.1148174	1	1.8%

Value	Count	Frequency (%)
0.4555402	1	1.8%
0.445187	1	1.8%
0.406684	1	1.8%
0.3874785	1	1.8%
0.3670238	1	1.8%

nSi(aq)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0003502914772
Minimum	0.0001498063
Maximum	0.0005742409
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.0001498063
5-th percentile	0.00017764936
Q1	0.0002308084
median	0.0003575389
Q3	0.0004352515
95-th percentile	0.00054162148
Maximum	0.0005742409
Range	0.0004244346
Interquartile range (IQR)	0.0002044431

Descriptive statistics

Standard deviation	0.0001219285541
Coefficient of variation (CV)	0.3480774213
Kurtosis	-1.197359756
Mean	0.0003502914772
Median Absolute Deviation (MAD)	0.0001110944
Skewness	0.05734063547
Sum	0.0199666142
Variance	1.48665723e-08
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0003345145	1	1.8%
0.0002126568	1	1.8%
0.0003116411	1	1.8%
0.000374935	1	1.8%
0.0003955944	1	1.8%
0.0004193302	1	1.8%
0.0002175538	1	1.8%
0.0005472334	1	1.8%
0.0001796695	1	1.8%
0.0002839145	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0001498063	1	1.8%
0.0001740938	1	1.8%
0.0001760204	1	1.8%
0.0001780566	1	1.8%
0.0001796695	1	1.8%

Value	Count	Frequency (%)
0.0005742409	1	1.8%
0.0005578659	1	1.8%
0.0005472334	1	1.8%
0.0005402185	1	1.8%
0.0005263993	1	1.8%

nSi(s_reac)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5428326491
Minimum	0.2275989
Maximum	0.6970517
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.2275989
5-th percentile	0.31789022
Q1	0.45897
median	0.5492242
Q3	0.655379
95-th percentile	0.68915518
Maximum	0.6970517
Range	0.4694528
Interquartile range (IQR)	0.196409

Descriptive statistics

Standard deviation	0.1189676879
Coefficient of variation (CV)	0.2191608926
Kurtosis	-0.334730621
Mean	0.5428326491
Median Absolute Deviation (MAD)	0.0930151
Skewness	-0.6545423293
Sum	30.941461
Variance	0.01415331076
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.693014	1	1.8%
0.3189746	1	1.8%
0.3688868	1	1.8%
0.6259336	1	1.8%
0.6858146	1	1.8%
0.5908718	1	1.8%
0.6615019	1	1.8%
0.5106748	1	1.8%
0.655379	1	1.8%
0.5511095	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2275989	1	1.8%
0.2952524	1	1.8%
0.3135527	1	1.8%
0.3189746	1	1.8%
0.3437006	1	1.8%

Value	Count	Frequency (%)
0.6970517	1	1.8%
0.693014	1	1.8%
0.6911775	1	1.8%
0.6886496	1	1.8%
0.6858146	1	1.8%

nPortlandite
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	456.0 B

0	57

Common Values
Chart

Value	Count	Frequency (%)
0	57	100.0%

nAmor-Sl
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2103951929
Minimum	0.009095025
Maximum	0.5327833
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.009095025
5-th percentile	0.015825062
Q1	0.09634542
median	0.1956904
Q3	0.3085267
95-th percentile	0.44932056
Maximum	0.5327833
Range	0.523688275
Interquartile range (IQR)	0.21218128

Descriptive statistics

Standard deviation	0.1393682061
Coefficient of variation (CV)	0.662411551
Kurtosis	-0.7785171742
Mean	0.2103951929
Median Absolute Deviation (MAD)	0.11198938
Skewness	0.3899102712
Sum	11.99252599
Variance	0.01942349686
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4668532	1	1.8%
0.1119829	1	1.8%
0.1854852	1	1.8%
0.1003665	1	1.8%
0.01083742	1	1.8%
0.01674215	1	1.8%
0.2837457	1	1.8%
0.1602251	1	1.8%
0.282145	1	1.8%
0.2970762	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.009095025	1	1.8%
0.01083742	1	1.8%
0.01215671	1	1.8%
0.01674215	1	1.8%
0.01719691	1	1.8%

Value	Count	Frequency (%)
0.5327833	1	1.8%
0.5004433	1	1.8%
0.4668532	1	1.8%
0.4449374	1	1.8%
0.4335332	1	1.8%

mCSHQ
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.04163886947
Minimum	0.01908214
Maximum	0.08454308
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.01908214
5-th percentile	0.020446118
Q1	0.02762739
median	0.03791793
Q3	0.05005684
95-th percentile	0.072624464
Maximum	0.08454308
Range	0.06546094
Interquartile range (IQR)	0.02242945

Descriptive statistics

Standard deviation	0.01700420016
Coefficient of variation (CV)	0.4083732431
Kurtosis	-0.2205594367
Mean	0.04163886947
Median Absolute Deviation (MAD)	0.01119471
Skewness	0.7238179295
Sum	2.37341556
Variance	0.0002891428232
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02832737	1	1.8%
0.02592639	1	1.8%
0.02297164	1	1.8%
0.06582897	1	1.8%
0.08454308	1	1.8%
0.0719116	1	1.8%
0.0473152	1	1.8%
0.04389496	1	1.8%
0.04674878	1	1.8%
0.0318185	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01908214	1	1.8%
0.01952275	1	1.8%
0.01999779	1	1.8%
0.0205582	1	1.8%
0.02130879	1	1.8%

Value	Count	Frequency (%)
0.08454308	1	1.8%
0.08262164	1	1.8%
0.07547592	1	1.8%
0.0719116	1	1.8%
0.06811544	1	1.8%

nCa(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2243611333
Minimum	0.1028196
Maximum	0.4555402
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.1028196
5-th percentile	0.11016906
Q1	0.1488636
median	0.2043117
Q3	0.2697194
95-th percentile	0.3913196
Maximum	0.4555402
Range	0.3527206
Interquartile range (IQR)	0.1208558

Descriptive statistics

Standard deviation	0.0916230754
Coefficient of variation (CV)	0.4083732063
Kurtosis	-0.2205601647
Mean	0.2243611333
Median Absolute Deviation (MAD)	0.06032
Skewness	0.72381777
Sum	12.7885846
Variance	0.008394787945
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1526353	1	1.8%
0.1396982	1	1.8%
0.1237772	1	1.8%
0.3547037	1	1.8%
0.4555402	1	1.8%
0.3874785	1	1.8%
0.2549467	1	1.8%
0.2365176	1	1.8%
0.2518946	1	1.8%
0.1714464	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1028196	1	1.8%
0.1051937	1	1.8%
0.1077533	1	1.8%
0.110773	1	1.8%
0.1148174	1	1.8%

Value	Count	Frequency (%)
0.4555402	1	1.8%
0.445187	1	1.8%
0.406684	1	1.8%
0.3874785	1	1.8%
0.3670238	1	1.8%

nSi(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3324374544
Minimum	0.1523485
Maximum	0.6749772
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.1523485
5-th percentile	0.16323826
Q1	0.2205722
median	0.3027301
Q3	0.3996451
95-th percentile	0.57982098
Maximum	0.6749772
Range	0.5226287
Interquartile range (IQR)	0.1790729

Descriptive statistics

Standard deviation	0.1357585556
Coefficient of variation (CV)	0.4083732257
Kurtosis	-0.2205593059
Mean	0.3324374544
Median Absolute Deviation (MAD)	0.0893766
Skewness	0.7238179667
Sum	18.9489349
Variance	0.01843038541
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2261608	1	1.8%
0.2069917	1	1.8%
0.1834016	1	1.8%
0.525567	1	1.8%
0.6749772	1	1.8%
0.5741296	1	1.8%
0.3777563	1	1.8%
0.3504497	1	1.8%
0.3732341	1	1.8%
0.2540333	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1523485	1	1.8%
0.1558662	1	1.8%
0.1596589	1	1.8%
0.1641331	1	1.8%
0.1701257	1	1.8%

Value	Count	Frequency (%)
0.6749772	1	1.8%
0.6596367	1	1.8%
0.6025865	1	1.8%
0.5741296	1	1.8%
0.5438218	1	1.8%

nH2O(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5041830474
Minimum	0.2310555
Maximum	1.023687
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.2310555
5-th percentile	0.24757124
Q1	0.3345254
median	0.4591282
Q3	0.6061119
95-th percentile	0.8793712
Maximum	1.023687
Range	0.7926315
Interquartile range (IQR)	0.2715865

Descriptive statistics

Standard deviation	0.2058948628
Coefficient of variation (CV)	0.4083732365
Kurtosis	-0.2205604511
Mean	0.5041830474
Median Absolute Deviation (MAD)	0.1355508
Skewness	0.723817638
Sum	28.7384337
Variance	0.04239269454
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3430012	1	1.8%
0.3139289	1	1.8%
0.2781514	1	1.8%
0.7970882	1	1.8%
1.023687	1	1.8%
0.8707395	1	1.8%
0.5729147	1	1.8%
0.5315009	1	1.8%
0.5660562	1	1.8%
0.3852733	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2310555	1	1.8%
0.2363907	1	1.8%
0.2421426	1	1.8%
0.2489284	1	1.8%
0.2580169	1	1.8%

Value	Count	Frequency (%)
1.023687	1	1.8%
1.000422	1	1.8%
0.913898	1	1.8%
0.8707395	1	1.8%
0.8247739	1	1.8%

C/S(CSHQ)
Categorical

Distinct	4
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Memory size	456.0 B

0.6748973	27
0.6748972	26
0.6748974	3
0.6748971	1

Frequencies
Length

Value	Count	Frequency (%)
0.6748973	27	47.4%
0.6748972	26	45.6%
0.6748974	3	5.3%
0.6748971	1	1.8%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.8%

Histogram of lengths of the category

Length

Max length	9
Median length	9
Mean length	9
Min length	9

nGelPW(CSH)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1722607321
Minimum	0.07894314
Maximum	0.3497562
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.07894314
5-th percentile	0.084585972
Q1	0.114295
median	0.1568672
Q3	0.207086
95-th percentile	0.30044864
Maximum	0.3497562
Range	0.27081306
Interquartile range (IQR)	0.092791

Descriptive statistics

Standard deviation	0.07034667657
Coefficient of variation (CV)	0.408373259
Kurtosis	-0.220559514
Mean	0.1722607321
Median Absolute Deviation (MAD)	0.0463128
Skewness	0.7238179714
Sum	9.81886173
Variance	0.004948654905
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1171909	1	1.8%
0.1072579	1	1.8%
0.09503407	1	1.8%
0.2723356	1	1.8%
0.3497562	1	1.8%
0.2974995	1	1.8%
0.1957438	1	1.8%
0.1815942	1	1.8%
0.1934005	1	1.8%
0.1316337	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.07894314	1	1.8%
0.08076597	1	1.8%
0.08273118	1	1.8%
0.08504967	1	1.8%
0.08815487	1	1.8%

Value	Count	Frequency (%)
0.3497562	1	1.8%
0.3418072	1	1.8%
0.3122452	1	1.8%
0.2974995	1	1.8%
0.2817948	1	1.8%

ratio
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	57
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4205797239
Minimum	0.152833242
Maximum	0.6654837782
Zeros	0
Zeros (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0.152833242
5-th percentile	0.1893608906
Q1	0.3078932816
median	0.4105637726
Q3	0.5522682849
95-th percentile	0.6466042996
Maximum	0.6654837782
Range	0.5126505362
Interquartile range (IQR)	0.2443750032

Descriptive statistics

Standard deviation	0.1474662254
Coefficient of variation (CV)	0.350626093
Kurtosis	-1.129619332
Mean	0.4205797239
Median Absolute Deviation (MAD)	0.1270488804
Skewness	-0.04900552407
Sum	23.97304426
Variance	0.02174628762
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2202707585	1	1.8%
0.4378457414	1	1.8%
0.3354841191	1	1.8%
0.5664997362	1	1.8%
0.6640029542	1	1.8%
0.6554981125	1	1.8%
0.3853666093	1	1.8%
0.4629364542	1	1.8%
0.3843172244	1	1.8%
0.3110700999	1	1.8%
Other values (47)	47	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.152833242	1	1.8%
0.1632856181	1	1.8%
0.1867500556	1	1.8%
0.1900135994	1	1.8%
0.1981641793	1	1.8%

Value	Count	Frequency (%)
0.6654837782	1	1.8%
0.6640029542	1	1.8%
0.6554981125	1	1.8%
0.6443808463	1	1.8%
0.6383266994	1	1.8%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	df_index	T(C)	b(CaO)	b(SiO2)	b(H2O)	Vol(aq)	pH	nCa(aq)	nCa(s)	nSi(aq)	nSi(s_reac)	nAmor-Sl	mCSHQ	nCa(CSHQ)	nSi(CSHQ)	nH2O(CSHQ)	C/S(CSHQ)	nGelPW(CSH)	ratio
0	31	25.0	0.152724	0.693349	5.041543	0.084895	9.793655	0.000089	0.152635	0.000335	0.693014	0.466853	0.028327	0.152635	0.226161	0.343001	0.674897	0.117191	0.220271
1	37	25.0	0.134531	0.502842	2.803312	0.045191	9.793654	0.000047	0.134484	0.000178	0.502664	0.303398	0.024959	0.134484	0.199266	0.302212	0.674897	0.103255	0.267542
2	40	25.0	0.177382	0.458711	4.850650	0.080445	9.793657	0.000084	0.177298	0.000317	0.458394	0.195690	0.032904	0.177298	0.262703	0.398422	0.674897	0.136126	0.386697
3	53	25.0	0.358162	0.642423	3.380483	0.046539	9.793656	0.000049	0.358113	0.000183	0.642239	0.111621	0.066462	0.358113	0.530618	0.804749	0.674897	0.274953	0.557517
4	54	25.0	0.114970	0.615637	8.323656	0.145733	9.793655	0.000153	0.114817	0.000574	0.615063	0.444937	0.021309	0.114817	0.170126	0.258017	0.674897	0.088155	0.186750
5	59	25.0	0.257433	0.610099	3.373860	0.050510	9.793658	0.000053	0.257380	0.000199	0.609900	0.228539	0.047767	0.257380	0.381362	0.578383	0.674897	0.197612	0.421953
6	62	25.0	0.316300	0.516762	7.625444	0.124942	9.793655	0.000131	0.316169	0.000492	0.516269	0.047799	0.058677	0.316169	0.468470	0.710494	0.674897	0.242750	0.612082
7	71	25.0	0.204425	0.498346	6.447976	0.108209	9.793655	0.000114	0.204312	0.000426	0.497919	0.195189	0.037918	0.204312	0.302730	0.459128	0.674897	0.156867	0.410208
8	87	25.0	0.158295	0.295495	3.764618	0.061596	9.793653	0.000065	0.158231	0.000243	0.295252	0.060801	0.029366	0.158231	0.234451	0.355575	0.674897	0.121487	0.535695
9	97	25.0	0.214508	0.665188	7.409222	0.125169	9.793655	0.000131	0.214376	0.000493	0.664694	0.347052	0.039786	0.214376	0.317643	0.481745	0.674897	0.164595	0.322477

Last rows

	df_index	T(C)	b(CaO)	b(SiO2)	b(H2O)	Vol(aq)	pH	nCa(aq)	nCa(s)	nSi(aq)	nSi(s_reac)	nAmor-Sl	mCSHQ	nCa(CSHQ)	nSi(CSHQ)	nH2O(CSHQ)	C/S(CSHQ)	nGelPW(CSH)	ratio
47	402	25.0	0.265306	0.539273	3.837970	0.058576	9.793656	0.000061	0.265245	0.000231	0.539042	0.146028	0.049226	0.265245	0.393015	0.596056	0.674897	0.203650	0.491970
48	405	25.0	0.244278	0.671801	5.647706	0.092131	9.793655	0.000097	0.244182	0.000363	0.671438	0.309632	0.045317	0.244182	0.361806	0.548724	0.674897	0.187479	0.363617
49	428	25.0	0.445292	0.669125	6.521359	0.099755	9.793655	0.000105	0.445187	0.000393	0.668732	0.009095	0.082622	0.445187	0.659637	1.000422	0.674897	0.341807	0.665484
50	448	25.0	0.145486	0.227918	4.814516	0.081087	9.793653	0.000085	0.145401	0.000320	0.227599	0.012157	0.026985	0.145401	0.215442	0.326745	0.674897	0.111637	0.638327
51	450	25.0	0.110879	0.452284	5.834120	0.100916	9.793655	0.000106	0.110773	0.000398	0.451886	0.287753	0.020558	0.110773	0.164133	0.248928	0.674897	0.085050	0.245153
52	462	25.0	0.246795	0.382995	3.356880	0.050635	9.793653	0.000053	0.246742	0.000199	0.382796	0.017197	0.045792	0.246742	0.365599	0.554477	0.674897	0.189444	0.644381
53	476	25.0	0.105322	0.689133	7.023793	0.122638	9.793655	0.000129	0.105194	0.000483	0.688650	0.532783	0.019523	0.105194	0.155866	0.236391	0.674897	0.080766	0.152833
54	483	25.0	0.144140	0.582497	8.159357	0.141580	9.793655	0.000149	0.143992	0.000558	0.581939	0.368586	0.026723	0.143992	0.213354	0.323577	0.674897	0.110554	0.247452
55	495	25.0	0.231243	0.439104	3.411736	0.052258	9.793657	0.000055	0.231188	0.000206	0.438898	0.096345	0.042906	0.231188	0.342553	0.519524	0.674897	0.177502	0.526624
56	496	25.0	0.178252	0.343877	2.872883	0.044673	9.793655	0.000047	0.178205	0.000176	0.343701	0.079653	0.033073	0.178205	0.264048	0.400462	0.674897	0.136823	0.518360

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows